Tokenmaxxing: The struggle is real
Thursday rolls around…
… and I am now rationing my token spend like it’s the last granola bar on a backpacking trip.
ChatGPT Codex ran out of tokens over 24 hours ago.
Claude is down to its last 3%.
One hour and 13 minutes can’t get here fast enough.
This is not coding anymore.
This is survival.
I am officially tokenmaxxing. (at a personal level)
I REALLY need to figure out a better way to optimize my use of models, and running local models to get more usage out of my frontier models for application development. I’m on sprint 5 of 8 sprints on this application. I’d really like to have it finished by the end of the weekend.
What Is Tokenmaxxing? Corporate vs Personal
Corporate tokenmaxxing: When organizations encourage, track, or celebrate heavy AI token usage as a signal of productivity or AI adoption.
At first, it sounds reasonable: use the tools, experiment aggressively, make AI part of the workflow.
Then someone creates a dashboard. Then a leaderboard. The goal stops being better work, and becomes higher token burn.
Because sometimes quantity has a quality all its own — especially when it fits nicely on a dashboard.
Personal Tokenmaxxing
Personal tokenmaxxing : When you are deep into AI-assisted development and suddenly realize your best coding partners are running out of tokens before your project is finished.
It starts as a joke.
Then it becomes a workflow problem.

